MmPalateMiRNA
MmPalateMiRNA analyzes murine palate two-color miRNA microarray expression data in R/Bioconductor to provide normalization, quality control, differential expression, clustering, miRNA target identification, visualization, and gene set enrichment analyses for studies of miRNA-mediated regulation.
Key Features:
- Data Analysis Framework: Provides an analysis framework implemented in R and distributed via Bioconductor for murine palate two-color miRNA microarray data.
- Experimental Reproducibility: Includes all experimental data and source code necessary to reproduce the analyses described in its publication.
- Visualization: Offers functions to visualize miRNA expression patterns from two-color microarrays.
- Normalization and Quality Checking: Implements normalization and quality-control procedures tailored to miRNA microarray data.
- Differential Expression Analysis: Performs differential expression analysis to identify miRNAs with significant changes between conditions.
- Cluster Analysis: Supports clustering of miRNAs based on expression profiles.
- miRNA Target Identification: Provides methods to predict potential target genes regulated by specific miRNAs.
- Gene Set Enrichment Analysis: Enables gene set enrichment analysis to identify pathways associated with differentially expressed miRNAs.
Scientific Applications:
- Developmental miRNA Regulation: Investigating miRNA-mediated regulatory mechanisms in cell and tissue differentiation of the murine palate.
- Genome-level Expression Analysis: Analyzing genome-level patterns of miRNA activation and inhibition from two-color microarray data.
- Gene Regulatory Network Studies: Supporting basic and advanced studies of gene regulatory networks involving miRNAs.
Methodology:
Implements normalization and quality-control for two-color miRNA microarray data, differential expression testing, clustering, miRNA target prediction, visualization, and gene set enrichment analysis within R/Bioconductor; includes experimental data and source code for reproducibility.
Topics
Collections
Details
- License:
- GPL-3.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Brock GN, Mukhopadhyay P, Pihur V, Webb C, Greene RM, Pisano MM. MmPalateMiRNA, an R package compendium illustrating analysis of miRNA microarray data. Source Code for Biology and Medicine. 2013;8(1). doi:10.1186/1751-0473-8-1. PMID:23298515. PMCID:PMC3654997.